{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2707f1d0",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:04.677509Z",
     "iopub.status.busy": "2021-11-03T00:09:04.676216Z",
     "iopub.status.idle": "2021-11-03T00:09:06.280647Z",
     "shell.execute_reply": "2021-11-03T00:09:06.279773Z",
     "shell.execute_reply.started": "2021-11-02T11:32:51.344363Z"
    },
    "papermill": {
     "duration": 1.630974,
     "end_time": "2021-11-03T00:09:06.280839",
     "exception": false,
     "start_time": "2021-11-03T00:09:04.649865",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.metrics import mean_squared_error as mse\n",
    "\n",
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fe5fce22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:06.325435Z",
     "iopub.status.busy": "2021-11-03T00:09:06.324699Z",
     "iopub.status.idle": "2021-11-03T00:09:06.752101Z",
     "shell.execute_reply": "2021-11-03T00:09:06.751511Z",
     "shell.execute_reply.started": "2021-11-02T11:32:52.88217Z"
    },
    "papermill": {
     "duration": 0.451679,
     "end_time": "2021-11-03T00:09:06.752239",
     "exception": false,
     "start_time": "2021-11-03T00:09:06.300560",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178296, 12)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AEP</th>\n",
       "      <th>COMED</th>\n",
       "      <th>DAYTON</th>\n",
       "      <th>DEOK</th>\n",
       "      <th>DOM</th>\n",
       "      <th>DUQ</th>\n",
       "      <th>EKPC</th>\n",
       "      <th>FE</th>\n",
       "      <th>NI</th>\n",
       "      <th>PJME</th>\n",
       "      <th>PJMW</th>\n",
       "      <th>PJM_Load</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1998-04-01 01:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-04-01 02:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-04-01 03:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20651.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-04-01 04:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-04-01 05:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20713.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     AEP  COMED  DAYTON  DEOK  DOM  DUQ  EKPC  FE  NI  PJME  \\\n",
       "Datetime                                                                      \n",
       "1998-04-01 01:00:00  NaN    NaN     NaN   NaN  NaN  NaN   NaN NaN NaN   NaN   \n",
       "1998-04-01 02:00:00  NaN    NaN     NaN   NaN  NaN  NaN   NaN NaN NaN   NaN   \n",
       "1998-04-01 03:00:00  NaN    NaN     NaN   NaN  NaN  NaN   NaN NaN NaN   NaN   \n",
       "1998-04-01 04:00:00  NaN    NaN     NaN   NaN  NaN  NaN   NaN NaN NaN   NaN   \n",
       "1998-04-01 05:00:00  NaN    NaN     NaN   NaN  NaN  NaN   NaN NaN NaN   NaN   \n",
       "\n",
       "                     PJMW  PJM_Load  \n",
       "Datetime                             \n",
       "1998-04-01 01:00:00   NaN   22259.0  \n",
       "1998-04-01 02:00:00   NaN   21244.0  \n",
       "1998-04-01 03:00:00   NaN   20651.0  \n",
       "1998-04-01 04:00:00   NaN   20421.0  \n",
       "1998-04-01 05:00:00   NaN   20713.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_parquet('est_hourly.paruqet')\n",
    "df = df.groupby(level=0).first()\n",
    "df = df.asfreq('H')\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "151e07ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:06.793386Z",
     "iopub.status.busy": "2021-11-03T00:09:06.792677Z",
     "iopub.status.idle": "2021-11-03T00:09:28.213244Z",
     "shell.execute_reply": "2021-11-03T00:09:28.213814Z",
     "shell.execute_reply.started": "2021-11-01T20:18:33.668382Z"
    },
    "papermill": {
     "duration": 21.443021,
     "end_time": "2021-11-03T00:09:28.214005",
     "exception": false,
     "start_time": "2021-11-03T00:09:06.770984",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Datetime'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT THE CONSUMPTIONS IN EACH REGION ###\n",
    "\n",
    "df.plot(figsize=(16,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1920a5d6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:28.270607Z",
     "iopub.status.busy": "2021-11-03T00:09:28.269810Z",
     "iopub.status.idle": "2021-11-03T00:09:29.044845Z",
     "shell.execute_reply": "2021-11-03T00:09:29.044243Z",
     "shell.execute_reply.started": "2021-11-02T08:40:48.74531Z"
    },
    "papermill": {
     "duration": 0.806741,
     "end_time": "2021-11-03T00:09:29.044987",
     "exception": false,
     "start_time": "2021-11-03T00:09:28.238246",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'PJME - Seasonal Trends'}, xlabel='Hours', ylabel='MW'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT WEEKLY AND SEASONAL PATTERNS BY DAILY HOURS ###\n",
    "\n",
    "df.pivot_table(\n",
    "    index=df.index.hour.values, \n",
    "    columns=df.index.day_name().values, \n",
    "    values='PJME',\n",
    "    aggfunc='mean'\n",
    ").plot(figsize=(15,4), title='PJME - Daily Trends', ylabel='MW', xlabel='Hours')\n",
    "\n",
    "df.pivot_table(\n",
    "    index=df.index.hour.values, \n",
    "    columns=((df.index.month +1)%12 // 3 + 1).values, \n",
    "    values='PJME',\n",
    "    aggfunc='mean'\n",
    ").plot(figsize=(15,4), title='PJME - Seasonal Trends', ylabel='MW', xlabel='Hours')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cddcaa74",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:29.100968Z",
     "iopub.status.busy": "2021-11-03T00:09:29.100277Z",
     "iopub.status.idle": "2021-11-03T00:09:29.411515Z",
     "shell.execute_reply": "2021-11-03T00:09:29.412061Z",
     "shell.execute_reply.started": "2021-11-02T11:32:53.310694Z"
    },
    "papermill": {
     "duration": 0.340661,
     "end_time": "2021-11-03T00:09:29.412239",
     "exception": false,
     "start_time": "2021-11-03T00:09:29.071578",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(178296, 10)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CYCLICAL ENCODING VARIABLES ###\n",
    "\n",
    "def cyclic_encoding(df, col):\n",
    "    \n",
    "    max_val = df[col].max()\n",
    "    df[col + '_sin'] = np.sin(2 * np.pi * df[col]/max_val)\n",
    "    df[col + '_cos'] = np.cos(2 * np.pi * df[col]/max_val)\n",
    "    \n",
    "    return df.drop([col], axis=1)\n",
    "\n",
    "\n",
    "X = df.drop(df.columns, axis=1)\n",
    "X['Hour'] = X.index.hour\n",
    "X = cyclic_encoding(X, 'Hour')\n",
    "X['DayOfWeek'] = X.index.dayofweek\n",
    "X = cyclic_encoding(X, 'DayOfWeek')\n",
    "X['WeekOfYear'] = X.index.isocalendar().week\n",
    "X = cyclic_encoding(X, 'WeekOfYear')\n",
    "X['Month'] = X.index.month\n",
    "X = cyclic_encoding(X, 'Month')\n",
    "X['Season'] = (X.index.month +1)%12 // 3 + 1\n",
    "X = cyclic_encoding(X, 'Season')\n",
    "\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "559c7c54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:29.468151Z",
     "iopub.status.busy": "2021-11-03T00:09:29.467496Z",
     "iopub.status.idle": "2021-11-03T00:09:29.495169Z",
     "shell.execute_reply": "2021-11-03T00:09:29.495802Z",
     "shell.execute_reply.started": "2021-11-02T11:32:53.631606Z"
    },
    "papermill": {
     "duration": 0.057356,
     "end_time": "2021-11-03T00:09:29.495996",
     "exception": false,
     "start_time": "2021-11-03T00:09:29.438640",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((26280, 10), (8760, 10), (26280,), (8760,))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "Y = df['PJME']\n",
    "\n",
    "y_test = Y.tail(365*24).interpolate(limit_direction='both')\n",
    "y_train = Y[~df.index.isin(y_test.index)].tail(365*24*3).interpolate(limit_direction='forward').dropna()\n",
    "\n",
    "X_train = X.loc[y_train.index]\n",
    "X_test = X.loc[y_test.index]\n",
    "\n",
    "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "291b19c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:29.554792Z",
     "iopub.status.busy": "2021-11-03T00:09:29.554104Z",
     "iopub.status.idle": "2021-11-03T00:09:30.400795Z",
     "shell.execute_reply": "2021-11-03T00:09:30.400166Z",
     "shell.execute_reply.started": "2021-11-02T11:32:53.667974Z"
    },
    "papermill": {
     "duration": 0.877538,
     "end_time": "2021-11-03T00:09:30.400941",
     "exception": false,
     "start_time": "2021-11-03T00:09:29.523403",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e34b17810>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAIN AND TEST ###\n",
    "\n",
    "y_train.plot(figsize=(16,8), label='train', c='black')\n",
    "y_test.plot(figsize=(16,8), label='test', c='blue')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2b47c91",
   "metadata": {
    "papermill": {
     "duration": 0.028876,
     "end_time": "2021-11-03T00:09:30.459076",
     "exception": false,
     "start_time": "2021-11-03T00:09:30.430200",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Forecasting Multiple Seasonalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7881f389",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:09:30.525526Z",
     "iopub.status.busy": "2021-11-03T00:09:30.524768Z",
     "iopub.status.idle": "2021-11-03T00:10:44.790440Z",
     "shell.execute_reply": "2021-11-03T00:10:44.789826Z"
    },
    "papermill": {
     "duration": 74.302094,
     "end_time": "2021-11-03T00:10:44.790601",
     "exception": false,
     "start_time": "2021-11-03T00:09:30.488507",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log joint probability = -199.336\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       58837.1   0.000624965       314.514           1           1      115   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     199         58930    0.00672231       1148.32       1.138      0.1138      229   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     299       58950.8   0.000658694       337.236      0.1974      0.1974      343   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     399       58961.8    0.00131378       733.887           1           1      459   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     499       58974.6     0.0159921        569.66       1.446      0.1446      571   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     599       58980.9     0.0015457       350.725           1           1      690   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     699       58988.1   0.000185663       206.551           1           1      804   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     799       58994.3    0.00755166       879.928      0.7161      0.7161      922   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     874       58999.2   1.10688e-05       114.685   8.821e-08       0.001     1058  LS failed, Hessian reset \n",
      "     899       58999.7    0.00296052       133.844           1           1     1084   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     999         59002    0.00214586       561.874      0.3883           1     1205   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1099       59005.2    0.00825819       742.445           1           1     1320   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1199       59010.4   0.000921322       309.004      0.4302           1     1432   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1299         59019   0.000288836       168.845       0.673       0.673     1550   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1399       59021.6    0.00127877       397.956           1           1     1684   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1499       59022.8    0.00107412       405.289     0.08255           1     1805   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1501       59022.8   3.04604e-05       302.338   7.534e-08       0.001     1855  LS failed, Hessian reset \n",
      "    1599       59023.6    0.00100406       355.055      0.9154      0.9154     1981   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1699       59024.5   0.000147434       119.886      0.7562      0.7562     2103   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1799       59030.4    0.00281886       290.685       0.609       0.609     2218   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1899       59034.4   0.000260171       100.786           1           1     2337   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1999       59035.2   0.000225587       83.8489      0.7744      0.7744     2459   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    2069       59036.5   1.02438e-05        100.49   6.356e-08       0.001     2589  LS failed, Hessian reset \n",
      "    2099       59036.6   0.000600951       184.591           1           1     2622   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    2112       59036.8   4.77093e-05       356.149    1.58e-07       0.001     2678  LS failed, Hessian reset \n",
      "    2178       59037.1   6.26915e-06       69.1097   8.765e-08       0.001     2807  LS failed, Hessian reset \n",
      "    2199       59037.2   1.71245e-05       83.7669      0.6072      0.6072     2834   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    2210       59037.2   1.79536e-06       47.6023       0.311       0.311     2852   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n",
      "\n",
      "\n",
      " TEST ERROR: 5879.30603237134\n"
     ]
    }
   ],
   "source": [
    "### FIT PROPHET ###\n",
    "\n",
    "prophet = Prophet()\n",
    "prophet.fit(y_train.reset_index().rename(columns={'Datetime':'ds', y_train.name:'y'}))\n",
    "\n",
    "pred_prophet = prophet.predict(y_test.reset_index().rename(columns={'Datetime':'ds'}).drop(y_test.name, axis=1))\n",
    "pred_prophet = pred_prophet[['ds','yhat']].rename(columns={'ds':'Datetime'}).set_index('Datetime')['yhat']\n",
    "\n",
    "print('\\n\\n', 'TEST ERROR:', mse(y_test, pred_prophet, squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3d49100e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:10:44.859906Z",
     "iopub.status.busy": "2021-11-03T00:10:44.859215Z",
     "iopub.status.idle": "2021-11-03T00:10:45.559675Z",
     "shell.execute_reply": "2021-11-03T00:10:45.560156Z"
    },
    "papermill": {
     "duration": 0.739806,
     "end_time": "2021-11-03T00:10:45.560357",
     "exception": false,
     "start_time": "2021-11-03T00:10:44.820551",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e1d031190>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PROPHET PREDICTIONS ###\n",
    "\n",
    "y_test.plot(figsize=(16,8), label='true test', c='blue')\n",
    "pred_prophet.plot(figsize=(16,8), label='pred test', c='orange')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cc0aee71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:10:45.633512Z",
     "iopub.status.busy": "2021-11-03T00:10:45.632793Z",
     "iopub.status.idle": "2021-11-03T00:11:01.570879Z",
     "shell.execute_reply": "2021-11-03T00:11:01.570315Z",
     "shell.execute_reply.started": "2021-11-02T08:42:30.348716Z"
    },
    "papermill": {
     "duration": 15.976368,
     "end_time": "2021-11-03T00:11:01.571041",
     "exception": false,
     "start_time": "2021-11-03T00:10:45.594673",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " TEST ERROR: 4083.520288165716\n"
     ]
    }
   ],
   "source": [
    "### TRAIN GRADIENT BOOSTING ###\n",
    "\n",
    "boosting = GridSearchCV(estimator=GradientBoostingRegressor(random_state=33), \n",
    "                     param_grid={'max_depth': [8, 10, 12, None], 'n_estimators': [10, 20, 30]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True, n_jobs=-1)\n",
    "boosting.fit(X_train, y_train)\n",
    "\n",
    "pred_boosting = pd.Series(boosting.predict(X_test), index=y_test.index)\n",
    "\n",
    "print('\\n', 'TEST ERROR:', mse(y_test, pred_boosting, squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dd49a0ab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:11:01.643753Z",
     "iopub.status.busy": "2021-11-03T00:11:01.643039Z",
     "iopub.status.idle": "2021-11-03T00:11:02.399349Z",
     "shell.execute_reply": "2021-11-03T00:11:02.399841Z",
     "shell.execute_reply.started": "2021-11-02T09:18:56.215827Z"
    },
    "papermill": {
     "duration": 0.794305,
     "end_time": "2021-11-03T00:11:02.400010",
     "exception": false,
     "start_time": "2021-11-03T00:11:01.605705",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e16f03d90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT GRADIENT BOOSTING PREDICTIONS ###\n",
    "\n",
    "y_test.plot(figsize=(16,8), label='true test', c='blue')\n",
    "pred_boosting.plot(figsize=(16,8), label='pred test', c='lime')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1578266",
   "metadata": {
    "papermill": {
     "duration": 0.037802,
     "end_time": "2021-11-03T00:11:02.475910",
     "exception": false,
     "start_time": "2021-11-03T00:11:02.438108",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Forecasting Multiple Seasonalities + Trend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5715418f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:11:02.556621Z",
     "iopub.status.busy": "2021-11-03T00:11:02.555603Z",
     "iopub.status.idle": "2021-11-03T00:11:02.566956Z",
     "shell.execute_reply": "2021-11-03T00:11:02.567503Z",
     "shell.execute_reply.started": "2021-11-02T11:34:58.294488Z"
    },
    "papermill": {
     "duration": 0.05366,
     "end_time": "2021-11-03T00:11:02.567681",
     "exception": false,
     "start_time": "2021-11-03T00:11:02.514021",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### GENERATE AND ADD TREND TO ORIGINAL DATA ###\n",
    "\n",
    "x = np.linspace(-1, 1, X_train.shape[0]+X_test.shape[0])\n",
    "trend = np.log(1 + np.exp(2 * x))\n",
    "trend /= trend.max()*3\n",
    "trend += 1\n",
    "trend = pd.Series(trend, index=np.r_[y_train.index, y_test.index])\n",
    "\n",
    "y_train_trend = y_train*trend.iloc[:y_train.shape[0]]\n",
    "y_train_trend.name = y_train.name\n",
    "y_test_trend = y_test*trend.iloc[y_train.shape[0]:]\n",
    "y_test_trend.name = y_test.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5c7343de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:11:02.651352Z",
     "iopub.status.busy": "2021-11-03T00:11:02.650342Z",
     "iopub.status.idle": "2021-11-03T00:11:03.656175Z",
     "shell.execute_reply": "2021-11-03T00:11:03.656715Z",
     "shell.execute_reply.started": "2021-11-02T11:34:58.910272Z"
    },
    "papermill": {
     "duration": 1.05115,
     "end_time": "2021-11-03T00:11:03.656887",
     "exception": false,
     "start_time": "2021-11-03T00:11:02.605737",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e16f36e10>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAIN AND TEST ###\n",
    "\n",
    "y_train_trend.plot(figsize=(16,8), label='train', c='black')\n",
    "y_test_trend.plot(figsize=(16,8), label='test', c='blue')\n",
    "(trend*Y.median()).plot(figsize=(16,8), c='cyan', linewidth=4, style='--', label='trend')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7cc4ff51",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:11:03.746533Z",
     "iopub.status.busy": "2021-11-03T00:11:03.745383Z",
     "iopub.status.idle": "2021-11-03T00:12:09.809880Z",
     "shell.execute_reply": "2021-11-03T00:12:09.809338Z"
    },
    "papermill": {
     "duration": 66.113014,
     "end_time": "2021-11-03T00:12:09.810039",
     "exception": false,
     "start_time": "2021-11-03T00:11:03.697025",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log joint probability = -162.709\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       60687.4    0.00150922       833.648           1           1      120   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     199       60793.2     0.0249404       2983.32      0.8941      0.8941      230   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     299       60814.1    0.00105153       369.642           1           1      341   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     399         60835     0.0525531       1561.97           1           1      453   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     499       60842.8     0.0104121       2452.42      0.7165      0.7165      566   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     599       60852.9    0.00170017       263.973           1           1      685   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     699       60860.3    0.00099553       586.761      0.9773      0.9773      804   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     799       60866.6    0.00053379         257.4           1           1      916   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     899         60874   7.59689e-05       187.187      0.4189      0.4189     1039   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     999       60875.1   0.000156332       206.288       0.671       0.671     1157   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1099         60876    0.00367318        450.44           1           1     1276   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1125         60877   4.40299e-05       333.818   4.384e-08       0.001     1361  LS failed, Hessian reset \n",
      "    1199       60878.2    0.00331357       216.869           1           1     1444   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1255       60878.7   1.40158e-05       143.057   1.286e-07       0.001     1559  LS failed, Hessian reset \n",
      "    1299       60878.8   0.000425862       84.1858           1           1     1612   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1335         60879   6.22123e-05       144.637    2.94e-07       0.001     1694  LS failed, Hessian reset \n",
      "    1355       60879.1    9.6629e-06       103.963   1.479e-07       0.001     1769  LS failed, Hessian reset \n",
      "    1399       60879.1   0.000201804       100.978           1           1     1823   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1499         60880    0.00302606       259.779           1           1     1947   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1580       60881.6   9.44434e-05       177.354   7.723e-07       0.001     2106  LS failed, Hessian reset \n",
      "    1599         60882    0.00178941       315.554      0.2772           1     2131   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1699       60882.5   0.000107355       68.5089           1           1     2259   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1781       60882.8   1.53793e-05       176.644    6.66e-08       0.001     2400  LS failed, Hessian reset \n",
      "    1799       60882.9   6.83586e-05       55.8774           1           1     2423   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1823       60882.9   8.95019e-06       104.687   1.153e-07       0.001     2503  LS failed, Hessian reset \n",
      "    1838       60882.9   1.47874e-06        59.511      0.3457      0.3457     2523   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n",
      "\n",
      "\n",
      " TEST ERROR: 7599.751286550441\n"
     ]
    }
   ],
   "source": [
    "### FIT PROPHET ###\n",
    "\n",
    "prophet = Prophet()\n",
    "prophet.fit(y_train_trend.reset_index().rename(columns={'Datetime':'ds', y_train_trend.name:'y'}))\n",
    "\n",
    "pred_prophet = prophet.predict(y_test_trend.reset_index().rename(columns={'Datetime':'ds'}).drop(y_test.name, axis=1))\n",
    "pred_prophet = pred_prophet[['ds','yhat']].rename(columns={'ds':'Datetime'}).set_index('Datetime')['yhat']\n",
    "\n",
    "print('\\n\\n', 'TEST ERROR:', mse(y_test_trend, pred_prophet, squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0e1b7643",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:09.901847Z",
     "iopub.status.busy": "2021-11-03T00:12:09.901091Z",
     "iopub.status.idle": "2021-11-03T00:12:10.658939Z",
     "shell.execute_reply": "2021-11-03T00:12:10.658131Z"
    },
    "papermill": {
     "duration": 0.806957,
     "end_time": "2021-11-03T00:12:10.659145",
     "exception": false,
     "start_time": "2021-11-03T00:12:09.852188",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e16e2fa50>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PROPHET PREDICTIONS ###\n",
    "\n",
    "y_test_trend.plot(figsize=(16,8), label='true test', c='blue')\n",
    "pred_prophet.plot(figsize=(16,8), label='pred test', c='orange')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a1f48155",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:10.766261Z",
     "iopub.status.busy": "2021-11-03T00:12:10.765375Z",
     "iopub.status.idle": "2021-11-03T00:12:10.768050Z",
     "shell.execute_reply": "2021-11-03T00:12:10.767523Z",
     "shell.execute_reply.started": "2021-11-02T11:35:04.889239Z"
    },
    "papermill": {
     "duration": 0.057378,
     "end_time": "2021-11-03T00:12:10.768196",
     "exception": false,
     "start_time": "2021-11-03T00:12:10.710818",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### CREATE TREND FEATURES ###\n",
    "\n",
    "trend_train = np.arange(0,X_train.shape[0]).reshape(-1,1)\n",
    "trend_test = np.arange(X_train.shape[0], X_train.shape[0]+X_test.shape[0]).reshape(-1,1)\n",
    "\n",
    "X_train_trend = np.power(trend_train, [1,2])\n",
    "X_test_trend = np.power(trend_test, [1,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "95f42041",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:10.863801Z",
     "iopub.status.busy": "2021-11-03T00:12:10.862742Z",
     "iopub.status.idle": "2021-11-03T00:12:10.888905Z",
     "shell.execute_reply": "2021-11-03T00:12:10.890698Z",
     "shell.execute_reply.started": "2021-11-02T11:35:05.243003Z"
    },
    "papermill": {
     "duration": 0.077865,
     "end_time": "2021-11-03T00:12:10.891009",
     "exception": false,
     "start_time": "2021-11-03T00:12:10.813144",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### FIT LINEAR REGRESSION TO PREDICT TREND ###\n",
    "\n",
    "linear_reg = LinearRegression()\n",
    "linear_reg.fit(X_train_trend, y_train_trend)\n",
    "\n",
    "pred_train_trend = pd.Series(linear_reg.predict(X_train_trend), index=y_train_trend.index)\n",
    "pred_test_trend = pd.Series(linear_reg.predict(X_test_trend), index=y_test_trend.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "11c007d3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:11.045840Z",
     "iopub.status.busy": "2021-11-03T00:12:11.045147Z",
     "iopub.status.idle": "2021-11-03T00:12:12.278008Z",
     "shell.execute_reply": "2021-11-03T00:12:12.278742Z",
     "shell.execute_reply.started": "2021-11-02T11:35:49.850936Z"
    },
    "papermill": {
     "duration": 1.299102,
     "end_time": "2021-11-03T00:12:12.278924",
     "exception": false,
     "start_time": "2021-11-03T00:12:10.979822",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e1521fbd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PREDICTED TREND ###\n",
    "\n",
    "y_train_trend.plot(figsize=(16,8), label='train', c='black')\n",
    "y_test_trend.plot(figsize=(16,8), label='test', c='blue')\n",
    "pd.concat([pred_train_trend, pred_test_trend]).plot(figsize=(16,8), c='red', linewidth=4, style='--', label='pred trend')\n",
    "(trend*Y.median()).plot(figsize=(16,8), c='cyan', linewidth=4, style='--', label='true trend')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a4eb8fec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:12.378360Z",
     "iopub.status.busy": "2021-11-03T00:12:12.377699Z",
     "iopub.status.idle": "2021-11-03T00:12:25.573001Z",
     "shell.execute_reply": "2021-11-03T00:12:25.572469Z",
     "shell.execute_reply.started": "2021-11-02T11:35:56.29796Z"
    },
    "papermill": {
     "duration": 13.245897,
     "end_time": "2021-11-03T00:12:25.573154",
     "exception": false,
     "start_time": "2021-11-03T00:12:12.327257",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " TEST ERROR: 5162.132906323343\n"
     ]
    }
   ],
   "source": [
    "### TRAIN GRADIENT BOOSTING ###\n",
    "\n",
    "boosting = GridSearchCV(estimator=GradientBoostingRegressor(random_state=33), \n",
    "                     param_grid={'max_depth': [8, 10, 12, None], 'n_estimators': [10, 20, 30]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True, n_jobs=-1)\n",
    "boosting.fit(X_train, y_train_trend-pred_train_trend)\n",
    "\n",
    "pred_boosting = pd.Series(boosting.predict(X_test)+pred_test_trend, index=y_test_trend.index)\n",
    "\n",
    "print('\\n', 'TEST ERROR:', mse(y_test_trend, pred_boosting, squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f810b2c7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-03T00:12:25.674922Z",
     "iopub.status.busy": "2021-11-03T00:12:25.674200Z",
     "iopub.status.idle": "2021-11-03T00:12:26.400938Z",
     "shell.execute_reply": "2021-11-03T00:12:26.401448Z",
     "shell.execute_reply.started": "2021-11-02T09:18:46.837779Z"
    },
    "papermill": {
     "duration": 0.779513,
     "end_time": "2021-11-03T00:12:26.401614",
     "exception": false,
     "start_time": "2021-11-03T00:12:25.622101",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e152f01d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT GRADIENT BOOSTING PREDICTIONS ###\n",
    "\n",
    "y_test_trend.plot(figsize=(16,8), label='true test', c='blue')\n",
    "pred_boosting.plot(figsize=(16,8), label='pred test', c='lime')\n",
    "plt.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 213.348953,
   "end_time": "2021-11-03T00:12:28.369737",
   "environment_variables": {},
   "exception": null,
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